Assigning paper to suitable reviewers is of great significance to ensure the accuracy and
fairness of peer review results. In the past three decades, many researchers have made a …

Challenges, experiments, and computational solutions in peer review Page 1 76
COMMUNICATIONS OF THE ACM | JUNE 2022 | VOL. 65 | NO. 6 review articles IMA GER YB Y …

The rapid development of science and technology has been accompanied by an
exponential growth in peer-reviewed scientific publications. At the same time, the review of …

Given the rapid ascent of large language models (LLMs), we study the question:(How) can
large language models help in reviewing of scientific papers or proposals? We first conduct …

Appropriate reviewer assignment significantly impacts the quality of proposal evaluation, as
accurate and fair reviews are contingent on their assignment to relevant reviewers. The …

Peer review assignment algorithms aim to match research papers to suitable expert
reviewers, working to maximize the quality of the resulting reviews. A key challenge in …

The assignment of papers to reviewers is a crucial part of the peer review processes of large
publication venues, where organizers (eg, conference program chairs) rely on algorithms to …

Quantifying systematic disparities in numerical quantities such as employment rates and
wages between population subgroups provides compelling evidence for the existence of …

Modern machine learning and computer science conferences are experiencing a surge in
the number of submissions that challenges the quality of peer review as the number of …

Acquiring reviewers for academic submissions is a challenging recommendation scenario.
Recent graph learning-driven models have made remarkable progress in the field of …